As the sketched procedure implies, RFE can only be used with algorithms producing feature rankings (e.g. decision trees, SVMs, linear models). Although initially the algorithm was coupled with SVM for selecting features in high-dimensional small sample gene-expression data, it has since been used in a variety of settings with various base models [1]}, [2]}, [3]}, [4]}.
